synthcity
synthcity copied to clipboard
vanderschaarlab
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
## Description This is a minor bug that only affects the trigger for running the tests in the event that no-one updates the library for long periods. The keepalive workflow...
@TZTsai ` "RuntimeError: Conditional mismatch. Got inference conditional, without any training conditional"` is being raised when training the DDPM with `is_classification=True` and trying to generate samples from it with an...
## Description Test/debug support for PyTorch 2.0 ## Additional Context Add any other context or screenshots.
## Description Plugin for SDV PAR model doesn't exist. ## How to Reproduce 1. Go to README. 2. Click on "Test In Colab" for "Tutorial 4: Generating Time Series" 4....
## Question Is it possible to create checkpoints during training? And/or resume training from a previously saved model?
## Question The 'common rows proportion' metric is a measure of leakage of real rows into the synthetic dataset, whereas the 'nearest synthetic neighbor distance' seems to imply that it...
Suggest to add various metrics for evaluating potential bias in the synthetic data wrt. a group of entities from a protected category (e.g., gender, age, race, location etc.)
## Feature Description The plugins should mirror the PyTorch feature of moving models between CPU and CUDA. This is useful when serializing CUDA models to use them on CPU-only devices.
Metadata
Owner
Metadata
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.